Leping Liu, Haixia Zhang, Phoebe Abonyo Ouru, Pan Chen, Minghua Yang
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Differential expression of Cuproptosis-Related Genes (CRGs) was analyzed via RCircos and correlation analysis. Immune cell infiltration was assessed using CIBERSORT and ssGSEA. WGCNA identified key genes for AML and cuproptosis subtypes, which were validated with single-cell data. Intercellular communication was analyzed through ligand-receptor interactions. RNA interference experiments validated TLR4 and NCF2, with gene expression measured through RT-qPCR. Apoptosis and CCK-8 assays assessed cell viability.</p><p><strong>Results: </strong>We identified 18 CRGs with differential expression between AML subtypes linked to immune cell infiltration. Subtype analysis classified AML patients into C1 and C2 subgroups enriched in biosynthesis and metabolism pathways. WGCNA identified 2701 genes associated with AML and 92 with cuproptosis, leading to 15 intersecting genes. RETN was highlighted as key in intercellular communication. Experimental validation showed that elesclomol-induced cell death in THP-1 cells is reversible by TTM. Knockout of TLR4 and NCF2 promoted cuproptosis.</p><p><strong>Conclusion: </strong>These findings offer new insights into the role of cuproptosis in AML, highlighting novel biomarkers, such as TLR4 and NCF2, which may provide promising targets for the development of future therapeutic strategies in AML treatment.</p>","PeriodicalId":10984,"journal":{"name":"Current medicinal chemistry","volume":" ","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2025-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Exploring the Role of Cuproptosis-related Genes in Acute Myeloid Leukemia Through WGCNA, Single-cell Sequencing and Experiments.\",\"authors\":\"Leping Liu, Haixia Zhang, Phoebe Abonyo Ouru, Pan Chen, Minghua Yang\",\"doi\":\"10.2174/0109298673363210250618120652\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Cuproptosis, a newly discovered form of programmed cell death, has potential implications for tumorigenesis and cancer progression. 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引用次数: 0
摘要
背景:cuprotosis是一种新发现的程序性细胞死亡形式,在肿瘤发生和癌症进展中具有潜在意义。本研究探讨了cuprotosis在急性髓性白血病(AML)中的作用,并使用大量和单细胞RNA测序鉴定了相关的生物标志物。尽管近年来取得了一些进展,但急性髓性白血病中铜质增生的机制尚不清楚,其与免疫细胞浸润的关系可能揭示新的治疗靶点。方法:从TCGA和GTEx数据库中获取151例AML患者和70例健康对照者的RNA-seq数据,并使用10例AML患者(GEO)的单细胞RNA-seq数据进行验证。通过RCircos和相关分析分析铜裂相关基因(cuprotosis - related Genes, CRGs)的差异表达。采用CIBERSORT和ssGSEA评估免疫细胞浸润情况。WGCNA鉴定出AML和cuprotosis亚型的关键基因,并通过单细胞数据进行了验证。通过配体-受体相互作用分析细胞间通讯。RNA干扰实验验证了TLR4和NCF2,通过RT-qPCR检测基因表达。细胞凋亡和CCK-8检测评估细胞活力。结果:我们鉴定出18个与免疫细胞浸润相关的AML亚型之间表达差异的CRGs。亚型分析将AML患者分为生物合成和代谢途径富集的C1和C2亚组。WGCNA鉴定出2701个与AML相关的基因和92个与cuprotosis相关的基因,共15个交叉基因。RETN是细胞间通讯的关键。实验证实,埃司克洛莫罗诱导的THP-1细胞死亡可通过TTM逆转。敲除TLR4和NCF2可促进铜突起。结论:这些发现为AML中的cuprotosis作用提供了新的见解,突出了新的生物标志物,如TLR4和NCF2,可能为未来AML治疗策略的开发提供有希望的靶点。
Exploring the Role of Cuproptosis-related Genes in Acute Myeloid Leukemia Through WGCNA, Single-cell Sequencing and Experiments.
Background: Cuproptosis, a newly discovered form of programmed cell death, has potential implications for tumorigenesis and cancer progression. This study investigates the role of cuproptosis in Acute Myeloid Leukemia (AML) and identifies associated biomarkers using bulk and single-cell RNA sequencing. Despite recent advances, the mechanisms of cuproptosis in AML remain unclear, and its relationship with immune cell infiltration could reveal novel therapeutic targets.
Methods: RNA-seq data from 151 AML patients and 70 healthy controls were obtained from TCGA and GTEx databases, and single-cell RNA-seq data from 10 AML patients (GEO) were used for validation. Differential expression of Cuproptosis-Related Genes (CRGs) was analyzed via RCircos and correlation analysis. Immune cell infiltration was assessed using CIBERSORT and ssGSEA. WGCNA identified key genes for AML and cuproptosis subtypes, which were validated with single-cell data. Intercellular communication was analyzed through ligand-receptor interactions. RNA interference experiments validated TLR4 and NCF2, with gene expression measured through RT-qPCR. Apoptosis and CCK-8 assays assessed cell viability.
Results: We identified 18 CRGs with differential expression between AML subtypes linked to immune cell infiltration. Subtype analysis classified AML patients into C1 and C2 subgroups enriched in biosynthesis and metabolism pathways. WGCNA identified 2701 genes associated with AML and 92 with cuproptosis, leading to 15 intersecting genes. RETN was highlighted as key in intercellular communication. Experimental validation showed that elesclomol-induced cell death in THP-1 cells is reversible by TTM. Knockout of TLR4 and NCF2 promoted cuproptosis.
Conclusion: These findings offer new insights into the role of cuproptosis in AML, highlighting novel biomarkers, such as TLR4 and NCF2, which may provide promising targets for the development of future therapeutic strategies in AML treatment.
期刊介绍:
Aims & Scope
Current Medicinal Chemistry covers all the latest and outstanding developments in medicinal chemistry and rational drug design. Each issue contains a series of timely in-depth reviews and guest edited thematic issues written by leaders in the field covering a range of the current topics in medicinal chemistry. The journal also publishes reviews on recent patents. Current Medicinal Chemistry is an essential journal for every medicinal chemist who wishes to be kept informed and up-to-date with the latest and most important developments.